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Enterprise GPU cloud

SOC2, dedicated capacity, K8s, procurement-friendly GPU estate.

GET /api/decide?jtbd=enterprise-gpuAPI embedCoreWeave vs AWS GPU (EC2/P5/SageMaker)CoreWeave vs GCP GPU (Compute/GKE)

At a glance — Oct 2026

Updated 2026-10-27 · forward this page: /jtbds/enterprise-gpu#brief

Scores as of 2026-10-19 (8 days old).

Depot Pick
CoreWeave · 7.47/10 for this job (curated estimate, high confidence)

privacy + maturity + reliability.

Runner-up
AWS GPU (EC2/P5/SageMaker) · 7.40/10

Scores higher than the pick on: Capability fit, Latency / reliability, Privacy / data retention, Maturity / track record.

When not to use the pick
Indie team without enterprise needs — RunPod/Lambda.
Lock-in / migration
The pick has lower stored lock-in risk than runner-up AWS GPU (EC2/P5/SageMaker) (6.5 vs 8).
Sourced price (usd_per_gpu_hour)

Pick's lowest sourced SKU: NVIDIA HGX H100 inference single GPU $6.16 (usd_per_gpu_hour) — source, as of 2026-10-19

Cheapest matching SKU: Crusoe NVIDIA L40S 48GB $1.5 — source, as of 2026-10-19, re-checked 2026-10-27. Not the pick; not quality-adjusted.

Price history: first seen 2026-10-19 · last changed no change recorded · history JSON

Free option
No free resource lists this job. A cheap paid SKU is not a free option.
Failure modes to watch
  • Runaway spend: Set a budget and a tool-call cap per task. Alert when spend jumps. Stop the run at the cap instead of summarizing a partial trace as success.
Reported outcomes (submitted reports only)

This job: loading… JSON · reports never change scores · seed/test records excluded

Depot Pick (CoreWeave) on this job: loading… JSON · reports never change scores · seed/test records excluded

Same-job, same-unit comparisons: CoreWeave vs Crusoe

Cite: Agent Provider Depot, Depot Pick for enterprise-gpu: coreweave, scores as of 2026-10-19. Agents: GET /api/decide?jtbd=enterprise-gpu

All sourced prices, cheapest first

Depot Pick

CoreWeave

privacy + maturity + reliability.

Pricing (directional): On-demand H100 ~$6+/hr class historically; B200 higher; Kubernetes-native (CKS); often sales for large capacity. Public company.

Cite: Depot Pick for enterprise-gpu: coreweave
Overall
7.5
curated_estimate
confidence: high · as of 2026-10-19
Capability fit
9.2
Price / performance
5.5
Latency / reliability
9.0
Developer & agent DX
7.5
Privacy / data retention
8.2
Lock-in risk (higher = worse)
6.5
Maturity / track record
8.8

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: CoreWeave: https://www.coreweave.com

Enterprise training/inference fleet pick. Skip if you just need a single H100 for an afternoon — use RunPod.

Quote for Enterprise GPU cloud

Depot Pick stays CoreWeave. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=enterprise-gpu

Pick is not a price winner. coreweave matching USD per GPU-hour is 6.16; cheapest among candidates is crusoe at 1.5.

  • NVIDIA GH200 (1 GPU instance) usd_per_gpu_hour $6.5 source as of 2026-10-19
  • NVIDIA HGX B200 inference single GPU usd_per_gpu_hour $8.6 source as of 2026-10-19
  • NVIDIA HGX H100 inference single GPU usd_per_gpu_hour $6.16 source as of 2026-10-19
  • NVIDIA HGX H200 inference single GPU usd_per_gpu_hour $6.31 source as of 2026-10-19

6 of 10 candidates have no sourced price row. 6 are excluded from the USD per GPU-hour comparison (gpu_hour). min sourced GPU-hour SKU among candidates; not coerced to $/1M; per-second GPU was not included; not quality-adjusted

Sourced USD per GPU-hour for Enterprise GPU cloud

Candidates for this job that already have a matching sourced price (gpu_hour), cheapest first. As of 2026-10-27. Each figure is one SKU in that unit, not a blend of input and output, not a cross-modal rate, and not a Depot score. min sourced GPU-hour SKU among candidates; not coerced to $/1M; per-second GPU was not included; not quality-adjusted The Depot Pick is not a price winner.

ProviderUSD per GPU-hourSKUSourceAs of
Crusoe$1.5usd_per_gpu_hourNVIDIA L40S 48GBpricing page2026-10-19
Nebius$1.8usd_per_gpu_hourNVIDIA RTX PRO 6000pricing page2026-10-19
Oracle Cloud GPU$2usd_per_gpu_hourVM.GPU.A10.1pricing page2026-10-19
CoreWeaveDepot Pick$6.16usd_per_gpu_hourNVIDIA HGX H100 inference single GPUpricing page2026-10-19

Runners-up

AWS GPU (EC2/P5/SageMaker)

Use when AWS is destiny. For greenfield agent GPUs, neoclouds win on price and speed-to-pod.

7.4
gpuawsenterprisesagemaker

GCP GPU (Compute/GKE)

Fine inside GCP. Quota tickets will humble you — plan capacity early.

7.3
gpugcpgkeenterprise

Azure GPU (N-series/ND)

Microsoft-shop GPU default. Everyone else should compare RunPod/Lambda first.

7.2
gpuazureenterprise

Crusoe

Solid neocloud when you want SLA + energy story. Not the first stop for hackathon GPUs.

7.7
gpuenterprisesustainable

When NOT to use the top pick

Indie team without enterprise needs — RunPod/Lambda.

Full ranking (score table)

Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.

#ProviderOverallFit$/perfLatencyDXAs of
1Oracle Cloud GPU7.78.08.88.06.52026-09-14
2Voltage Park7.78.67.88.46.82026-09-14
3Crusoe7.78.67.28.67.42026-09-14
4Nebius7.78.67.08.47.62026-09-14
5NVIDIA NIM / NGC7.68.67.08.06.82026-10-19
6FluidStack7.58.08.47.26.82026-09-14
7CoreWeaveDepot Pick7.59.25.59.07.52026-10-19
8AWS GPU (EC2/P5/SageMaker)7.49.44.89.57.02026-09-14
9GCP GPU (Compute/GKE)7.39.05.09.07.22026-09-14
10Azure GPU (N-series/ND)7.28.85.09.06.82026-09-14

Score methodology for this job

privacy + maturity + reliability.

  • capabilityFit: 22%
  • pricePerformance: 25%
  • latencyReliability: 15%
  • developerDx: 12%
  • privacyPosture: 8%
  • lockInRisk: 8%
  • maturity: 10%